In: Statistics and Probability
Use a = .01 and conduct a goodness of fit test to see whether the following sample appears to have been selected from a normal distribution.
55, 86, 94, 58, 55, 95, 55, 52, 69, 95, 90, 65, 87, 50, 56 55, 57, 98, 58, 79, 92, 62, 59, 88, 65
a) What is the value of the test statistic?
b) What is the critical value of the test statistic?
c) What is the p-value (or range for the p-value if you are using the tables)
d) What is your decision and conclusion in the context of the problem, i.e., does the data fit the hypothesized distribution or not?
Data sorted in the ascending order:
x | |
50 | |
52 | |
55 | |
55 | |
55 | |
55 | |
56 | |
57 | |
58 | |
58 | |
59 | |
62 | |
65 | |
65 | |
69 | |
79 | |
86 | |
87 | |
88 | |
90 | |
92 | |
94 | |
95 | |
95 | |
98 | |
μ = | 71 |
σ = | 17 |
Hypotheses:
Ho: The data has a come from a normal distribution
Ha: The data has not come from a normal distribution
(a)
Class Interval | Observed f | Expected frequency (as per normal distribution) | (Observed - Expected)^2 /Expected |
< 50 | 0 | 2.7090 | 2.7090 |
50-60 | 11 | 3.7609 | 13.9340 |
60-70 | 4 | 5.4437 | 0.3829 |
70-80 | 1 | 5.6298 | 3.8075 |
80-90 | 3 | 4.1600 | 0.3235 |
90-98 | 5 | 1.8936 | 5.0962 |
≥ 98 | 1 | 1.4029 | 0.1157 |
chi-square value = | 26.3688 |
Test statistic, χ2 = 26.3688
(b)
Df = 6, α = 0.01, Critical χ2 value = CHIINV(0.01, 6) = 16.8119
(c)
p- value = CHIDIST(26.3688, 6) = 0.0002
(d)
Conclusion: Since 0.0002 < 0.01, reject Ho. The data does not seem to come from a normal distribution.
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